title: “20171205 C standard GB” editor_options: chunk_output_type: console date: “2017-12-11” output: html_document: df_print: paged —

library(isoreader)
library(isoprocessorCUB)
library(readxl)
library(dplyr)
library(ggplot2)
library(plotly)
library(knitr)
library(stringr)
knitr::opts_chunk$set(
  dev=c("png", "pdf"), dev.args=list(pdf = list(encoding="WinAnsi", useDingbats=FALSE)),
  fig.keep="all", fig.path=file.path("plots", "20171203_C_standards_GB_"))

Load data

# loading from stored files
collections <- 
  c(
    "171201_alkanesTest_C_shortenedCapillary_ND.cf.rda",
    "171204.cf.rda",
    "171207.cf.rda"
  )
isofiles <- iso_read_continuous_flow(file.path("data", collections))
## Info: preparing to read 3 data file(s)...
## Info: reading file data/171201_alkanesTest_C_shortenedCapillary_ND.cf.rda with '.rda' reader
## Info: loaded data for 16 data files from R Data Archive - checking loaded files for content consistency...
## Info: reading file data/171204.cf.rda with '.rda' reader
## Info: loaded data for 18 data files from R Data Archive - checking loaded files for content consistency...
## Info: reading file data/171207.cf.rda with '.rda' reader
## Info: loaded data for 18 data files from R Data Archive - checking loaded files for content consistency...

Files overview

isofiles %>% 
  iso_get_file_info(select = c(Analysis, starts_with("Id"), Preparation, `GC Method`, `Seed Oxidation`)) %>% 
  kable()
## Info: aggregating file info from 52 data file(s)
file_id Analysis Identifier 1 Identifier 2 Preparation GC Method Seed Oxidation
BF2803____.dxf BF2803 NA NA NA Disabled 0
BF2804__0_7V__.dxf BF2804 0.7V NA NA Disabled 0
BF2805__1_2V__.dxf BF2805 1.2V NA NA Disabled 0
BF2806__3V__.dxf BF2806 3V NA NA Disabled 0
BF2807__6V__.dxf BF2807 6V NA NA Disabled 0
BF2808____.dxf BF2808 NA NA NA Disabled 0
BF2809____.dxf BF2809 NA NA NA Disabled 0
BF2810____.dxf BF2810 NA NA NA Disabled 0
BF2828_A5_2ul.dxf BF2828 A5 2ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 0
BF2829_A5_0_5ul.dxf BF2829 A5 0.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 0
BF2830_A5_0_2ul.dxf BF2830 A5 0.2ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2831_A5_0_5ul.dxf BF2831 A5 0.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2832_A5_1_5ul.dxf BF2832 A5 1.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2833_A5_3ul.dxf BF2833 A5 3ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2834_A5_5ul.dxf BF2834 A5 5ul 14ng per uL OGL Methods71112 GC DB1 60m CH alkanes PTV high volume.tr2.meth 1
BF2835_A5_8ul.dxf BF2835 A5 8ul 14ng per uL OGL Methods71112 GC DB1 60m CH alkanes PTV high volume.tr2.meth 1
BF2843_CO2 zero_6V.dxf BF2843 CO2 zero 6V NA Disabled 0
BF2844_CO2 zero_3V.dxf BF2844 CO2 zero 3V NA Disabled 0
BF2845_CO2 zero_1_2V.dxf BF2845 CO2 zero 1.2V NA Disabled 0
BF2846_CO2 zero_0_7V.dxf BF2846 CO2 zero 0.7V NA Disabled 0
BF2847__Linearity CO2__.dxf BF2847 Linearity CO2 NA NA Disabled 0
BF2848__Linearity CO2__.dxf BF2848 Linearity CO2 NA NA Disabled 0
BF2849__Linearity CO2__.dxf BF2849 Linearity CO2 NA NA Disabled 0
BF2850_A5_0_2ul.dxf BF2850 A5 0.2ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2851_A5_0_5ul.dxf BF2851 A5 0.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2852_A5_1_5ul.dxf BF2852 A5 1.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2853_A5_3ul.dxf BF2853 A5 3ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2854_A5_0_2ul.dxf BF2854 A5 0.2ul 140ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2855_A5_0_5ul.dxf BF2855 A5 0.5ul 140ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2856_A5_0_2ul.dxf BF2856 A5 0.2ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2857_A5_0_5ul.dxf BF2857 A5 0.5ul 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2885_A5_1_5uL.dxf BF2885 A5 1.5uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 0
BF2886_A5_3uL.dxf BF2886 A5 3uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2887_A5_0_5uL.dxf BF2887 A5 0.5uL 140ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2892_A5_1_0uL.dxf BF2892 A5 1.0uL 140ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2893_A5_0_2uL.dxf BF2893 A5 0.2uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2894_A5_1_5uL.dxf BF2894 A5 1.5uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2895_A5_3uL.dxf BF2895 A5 3uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2896_A5_0_2uL.dxf BF2896 A5 0.2uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2897_A5_0_5uL.dxf BF2897 A5 0.5uL 140ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2898_A5_5uL.dxf BF2898 A5 5uL 14ng per uL OGL Methods71112 GC DB1 60m CH alkanes PTV high volume.tr2.meth 1
BF2899_OG163 Ad_3uL.dxf BF2899 OG163 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2900_OG052 Ad_3uL.dxf BF2900 OG052 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2901_OG155 Ad_3uL.dxf BF2901 OG155 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2902_OG158 Ad_3uL.dxf BF2902 OG158 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2903_OG062 Ad_3uL.dxf BF2903 OG062 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2904_A5_1_5uL.dxf BF2904 A5 1.5uL 14ng per uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2905_OG047 Ad_3uL.dxf BF2905 OG047 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2906_OG042 Ad_3uL.dxf BF2906 OG042 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2907_OG050 Ad-2_3uL.dxf BF2907 OG050 Ad-2 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2908_OG056 Ad_3uL.dxf BF2908 OG056 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1
BF2909_OG046 Ad_3uL.dxf BF2909 OG046 Ad 3uL 50uL OGL Methods71024 GC DB1 60m CH alkanes PTV.tr2.meth 1

Chromatogram overview

isofiles %>% 
  # select only the standards
  iso_filter_files(`Identifier 1` == "A5") %>% 
  iso_plot_continuous_flow_data(data = "44", time_interval = c(1000, 3000), panel_by = "file", zoom = 1) +
  theme(legend.position = "none") + 
  facet_wrap(~file_id)
## Info: applying file filter, keeping 27 of 52 files

Pull out relevant information

# data table
data_raw <- isofiles %>% 
  # aggregate all relevant fields
  iso_get_vendor_data_table(
    select = c(Nr., Start, Rt, End, ends_with("44"), starts_with("R "), starts_with("d ")),
    include_file_info = c(file_datetime, file_path, Analysis, `GC Method`, starts_with("Id"), Preparation, `Seed Oxidation`)
  ) %>% 
  # add folder and analysis number
  mutate(
    folder = basename(dirname(file_path)),
    analysis = parse_number(Analysis)
  )
## Info: aggregating vendor data table without units from 52 data file(s), including file info 'c(file_datetime, file_path, Analysis, `GC Method`, starts_with("Id"), 
##     Preparation, `Seed Oxidation`)'

Add information

Retrieve metadata

metadata_samples <- read_excel(file.path("metadata", "20171207_GB_metadata.xlsx"), sheet = "files")
metadata_peak_maps <- read_excel(file.path("metadata","20171207_GB_metadata.xlsx"), sheet = "maps")
kable(metadata_samples)
Identifier 1 Analysis map_id type process notes Depth
A5 NA A6.d1 standard yes NA NA
OG163 Ad NA S.d1 sample yes NA 119.445
OG052 Ad NA S.d1 sample yes NA 121.800
OG155 Ad NA S.d1 sample yes NA 119.850
OG158 Ad NA S.d1 sample yes NA 119.550
OG062 Ad NA S.d1 sample yes NA 120.950
OG047 Ad NA S.d1 sample yes NA 121.105
OG042 Ad NA S.d1 sample yes NA 120.205
OG050 Ad-2 NA S.d1 sample yes NA 120.600
OG056 Ad NA S.d1 sample yes NA 121.700
OG046 Ad NA S.d1 sample yes NA 121.500
OG014 Ad NA S.d1 sample yes NA 110.100
OG051 Ad NA S.d1 sample yes NA 120.900
OG143 Ad NA S.d1 sample yes NA 119.100
OG040 Ad NA S.d1 sample yes NA 121.890

Map peaks

data_w_peaks <- 
  data_raw %>% 
  iso_set_default_process_parameters(
    map_id = map_id,
    rt = Rt,
    rt_start = Start,
    rt_end = End,
    file_id = file_id,
    print_func = kable
    ) %>% 
  iso_show_default_processor_parameters() %>% 
  # add in metadata
  iso_add_metadata(metadata_samples, match_by = c(`Identifier 1`, Analysis)) %>%
  iso_print_data_table (select = c(file_id, Analysis, `Identifier 1`, Depth), filter = !has_metadata, 
                        title = "Info: records with missing metadata:") %>% 
  # only continue with records that have metadata and those that are flagged for processing
  filter(has_metadata, process == "yes") %>% 
  # map peaks
  iso_map_peaks(metadata_peak_maps) %>% 
  iso_print_data_table(select = c(`Identifier 1`, file_id, compound, Start, Rt, End, Depth), filter = !is_identified | is_missing,
                       title = "Info: missing and unidentified peaks") %>% 
  # filter out the problematic peaks
  filter(is_identified, !is_missing, !is_ambiguous)
## Info: isoprocessor package current default parameters
parameter value
quiet FALSE
print_func kable
map_id map_id
rt Rt
rt_start Start
rt_end End
file_id file_id
## Info: metadata added to 1291 data rows, 132 left without metadata:
## - 11 metadata entries were mapped to 1291 data entires via column 'Identifier 1'
## Info: records with missing metadata:
file_id Analysis Identifier 1 Depth
BF2803____.dxf BF2803 NA NA
BF2804__0_7V__.dxf BF2804 0.7V NA
BF2805__1_2V__.dxf BF2805 1.2V NA
BF2806__3V__.dxf BF2806 3V NA
BF2807__6V__.dxf BF2807 6V NA
BF2808____.dxf BF2808 NA NA
BF2809____.dxf BF2809 NA NA
BF2810____.dxf BF2810 NA NA
BF2843_CO2 zero_6V.dxf BF2843 CO2 zero NA
BF2844_CO2 zero_3V.dxf BF2844 CO2 zero NA
BF2845_CO2 zero_1_2V.dxf BF2845 CO2 zero NA
BF2846_CO2 zero_0_7V.dxf BF2846 CO2 zero NA
BF2847__Linearity CO2__.dxf BF2847 Linearity CO2 NA
BF2848__Linearity CO2__.dxf BF2848 Linearity CO2 NA
BF2849__Linearity CO2__.dxf BF2849 Linearity CO2 NA
## Info: 763 peaks in 37 files were successfully assigned, 528 could not be assigned, and 147 were missing
## Info: missing and unidentified peaks
Identifier 1 file_id compound Start Rt End Depth
NA BF2829_A5_0_5ul.dxf C-17 NA 1269.000 NA NA
A5 BF2829_A5_0_5ul.dxf NA 1269.466 1273.855 1283.260 NA
NA BF2829_A5_0_5ul.dxf C-23 NA 2027.000 NA NA
A5 BF2829_A5_0_5ul.dxf NA 2027.300 2032.107 2041.721 NA
NA BF2829_A5_0_5ul.dxf C-24 NA 2142.000 NA NA
A5 BF2829_A5_0_5ul.dxf NA 2142.459 2147.266 2156.880 NA
NA BF2830_A5_0_2ul.dxf C-17 NA 1269.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 1270.093 1273.855 1280.334 NA
NA BF2830_A5_0_2ul.dxf C-21 NA 1785.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 1785.487 1789.667 1796.355 NA
NA BF2830_A5_0_2ul.dxf C-23 NA 2027.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 2027.927 2032.316 2039.004 NA
NA BF2830_A5_0_2ul.dxf C-24 NA 2142.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 2143.086 2147.475 2154.163 NA
NA BF2830_A5_0_2ul.dxf C-25 NA 2254.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 2254.274 2258.872 2265.769 NA
NA BF2830_A5_0_2ul.dxf C-28 NA 2566.000 NA NA
A5 BF2830_A5_0_2ul.dxf NA 2566.729 2571.118 2578.224 NA
NA BF2831_A5_0_5ul.dxf C-24 NA 2142.000 NA NA
A5 BF2831_A5_0_5ul.dxf NA 2142.041 2147.057 2157.298 NA
NA BF2850_A5_0_2ul.dxf C-17 NA 1269.000 NA NA
A5 BF2850_A5_0_2ul.dxf NA 1269.675 1273.855 1282.633 NA
NA BF2850_A5_0_2ul.dxf C-23 NA 2027.000 NA NA
A5 BF2850_A5_0_2ul.dxf NA 2027.509 2032.316 2042.348 NA
NA BF2850_A5_0_2ul.dxf C-24 NA 2142.000 NA NA
A5 BF2850_A5_0_2ul.dxf NA 2142.668 2147.475 2157.925 NA
NA BF2850_A5_0_2ul.dxf C-25 NA 2254.000 NA NA
A5 BF2850_A5_0_2ul.dxf NA 2254.065 2258.872 2269.113 NA
NA BF2850_A5_0_2ul.dxf C-28 NA 2566.000 NA NA
A5 BF2850_A5_0_2ul.dxf NA 2566.311 2571.327 2581.359 NA
A5 BF2852_A5_1_5ul.dxf NA 1283.678 1284.932 1297.681 NA
A5 BF2853_A5_3ul.dxf NA 1238.325 1241.460 1247.103 NA
A5 BF2853_A5_3ul.dxf NA 1282.424 1283.678 1296.218 NA
A5 BF2853_A5_3ul.dxf NA 1296.218 1301.234 1311.266 NA
A5 BF2853_A5_3ul.dxf NA 1355.783 1359.127 1363.516 NA
A5 BF2853_A5_3ul.dxf NA 1867.833 1871.386 1875.984 NA
A5 BF2853_A5_3ul.dxf NA 2037.750 2040.885 2066.801 NA
A5 BF2853_A5_3ul.dxf NA 2156.880 2167.121 2213.937 NA
A5 BF2853_A5_3ul.dxf NA 2288.341 2316.556 2346.443 NA
NA BF2856_A5_0_2ul.dxf C-16 NA 1149.000 NA NA
NA BF2856_A5_0_2ul.dxf C-17 NA 1269.000 NA NA
NA BF2856_A5_0_2ul.dxf C-18 NA 1400.000 NA NA
NA BF2856_A5_0_2ul.dxf C-19 NA 1529.000 NA NA
NA BF2856_A5_0_2ul.dxf C-20 NA 1661.000 NA NA
NA BF2856_A5_0_2ul.dxf C-21 NA 1785.000 NA NA
NA BF2856_A5_0_2ul.dxf C-22 NA 1909.000 NA NA
NA BF2856_A5_0_2ul.dxf C-23 NA 2027.000 NA NA
NA BF2856_A5_0_2ul.dxf C-24 NA 2142.000 NA NA
NA BF2856_A5_0_2ul.dxf C-25 NA 2254.000 NA NA
NA BF2856_A5_0_2ul.dxf C-26 NA 2363.000 NA NA
NA BF2856_A5_0_2ul.dxf C-27 NA 2466.000 NA NA
NA BF2856_A5_0_2ul.dxf C-28 NA 2566.000 NA NA
NA BF2856_A5_0_2ul.dxf C-29 NA 2666.000 NA NA
NA BF2856_A5_0_2ul.dxf C-30 NA 2760.000 NA NA
NA BF2857_A5_0_5ul.dxf C-16 NA 1149.000 NA NA
NA BF2857_A5_0_5ul.dxf C-17 NA 1269.000 NA NA
NA BF2857_A5_0_5ul.dxf C-18 NA 1400.000 NA NA
NA BF2857_A5_0_5ul.dxf C-19 NA 1529.000 NA NA
NA BF2857_A5_0_5ul.dxf C-20 NA 1661.000 NA NA
NA BF2857_A5_0_5ul.dxf C-21 NA 1785.000 NA NA
NA BF2857_A5_0_5ul.dxf C-22 NA 1909.000 NA NA
NA BF2857_A5_0_5ul.dxf C-23 NA 2027.000 NA NA
NA BF2857_A5_0_5ul.dxf C-24 NA 2142.000 NA NA
NA BF2857_A5_0_5ul.dxf C-25 NA 2254.000 NA NA
NA BF2857_A5_0_5ul.dxf C-26 NA 2363.000 NA NA
NA BF2857_A5_0_5ul.dxf C-27 NA 2466.000 NA NA
NA BF2857_A5_0_5ul.dxf C-28 NA 2566.000 NA NA
NA BF2857_A5_0_5ul.dxf C-29 NA 2666.000 NA NA
NA BF2857_A5_0_5ul.dxf C-30 NA 2760.000 NA NA
A5 BF2892_A5_1_0uL.dxf NA 1356.410 1359.754 1363.725 NA
NA BF2893_A5_0_2uL.dxf C-17 NA 1269.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 1271.347 1275.109 1280.961 NA
NA BF2893_A5_0_2uL.dxf C-19 NA 1529.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 1530.298 1534.269 1540.330 NA
NA BF2893_A5_0_2uL.dxf C-21 NA 1785.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 1786.532 1790.712 1796.564 NA
NA BF2893_A5_0_2uL.dxf C-22 NA 1909.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 1909.633 1913.813 1919.874 NA
NA BF2893_A5_0_2uL.dxf C-23 NA 2027.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 2028.554 2032.734 2038.795 NA
NA BF2893_A5_0_2uL.dxf C-24 NA 2142.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 2143.504 2147.893 2153.954 NA
NA BF2893_A5_0_2uL.dxf C-25 NA 2254.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 2254.692 2258.872 2264.933 NA
NA BF2893_A5_0_2uL.dxf C-28 NA 2566.000 NA NA
A5 BF2893_A5_0_2uL.dxf NA 2566.102 2570.700 2576.761 NA
NA BF2896_A5_0_2uL.dxf C-17 NA 1269.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 1271.556 1275.318 1281.170 NA
NA BF2896_A5_0_2uL.dxf C-18 NA 1400.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 1400.091 1404.062 1409.914 NA
NA BF2896_A5_0_2uL.dxf C-19 NA 1529.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 1530.507 1534.478 1540.539 NA
NA BF2896_A5_0_2uL.dxf C-21 NA 1785.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 1786.741 1790.712 1796.773 NA
NA BF2896_A5_0_2uL.dxf C-22 NA 1909.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 1909.633 1913.813 1919.874 NA
NA BF2896_A5_0_2uL.dxf C-23 NA 2027.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 2028.763 2032.943 2039.004 NA
NA BF2896_A5_0_2uL.dxf C-24 NA 2142.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 2143.713 2148.102 2154.163 NA
NA BF2896_A5_0_2uL.dxf C-25 NA 2254.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 2254.901 2259.290 2265.351 NA
NA BF2896_A5_0_2uL.dxf C-28 NA 2566.000 NA NA
A5 BF2896_A5_0_2uL.dxf NA 2566.311 2570.909 2576.970 NA
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 58.938 78.375 84.018 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 158.422 177.859 183.711 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 257.906 277.343 283.195 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 357.390 377.036 382.679 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 456.874 476.520 482.372 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 556.567 576.004 581.856 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 656.051 675.488 681.340 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 755.535 774.972 780.824 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 855.019 874.665 880.517 119.445
NA BF2899_OG163 Ad_3uL.dxf C-16 NA 1149.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-17 NA 1269.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-18 NA 1400.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-19 NA 1529.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-20 NA 1661.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-21 NA 1785.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-22 NA 1909.000 NA NA
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 1909.842 1914.022 1918.202 119.445
NA BF2899_OG163 Ad_3uL.dxf C-23 NA 2027.000 NA NA
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 2028.136 2032.525 2039.004 119.445
NA BF2899_OG163 Ad_3uL.dxf C-24 NA 2142.000 NA NA
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 2142.668 2147.266 2154.790 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 2278.936 2283.534 2290.222 119.445
NA BF2899_OG163 Ad_3uL.dxf C-34 NA 3123.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-35 NA 3228.000 NA NA
NA BF2899_OG163 Ad_3uL.dxf C-36 NA 3345.000 NA NA
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 3532.100 3551.537 3556.135 119.445
OG163 Ad BF2899_OG163 Ad_3uL.dxf NA 3571.810 3591.456 3596.054 119.445
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 58.938 78.375 84.018 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 158.422 177.859 183.711 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 257.906 277.343 283.195 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 357.390 376.827 382.679 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 456.874 476.520 482.372 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 556.567 576.004 581.856 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 656.051 675.488 681.340 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 755.535 774.972 781.033 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 855.019 874.665 880.517 121.800
NA BF2900_OG052 Ad_3uL.dxf C-16 NA 1149.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1241.878 1244.595 1250.029 121.800
NA BF2900_OG052 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1326.314 1330.285 1337.600 121.800
NA BF2900_OG052 Ad_3uL.dxf C-18 NA 1400.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1443.772 1453.386 1465.299 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1465.299 1466.135 1469.897 121.800
NA BF2900_OG052 Ad_3uL.dxf C-19 NA 1529.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1585.683 1592.371 1599.895 121.800
NA BF2900_OG052 Ad_3uL.dxf C-20 NA 1661.000 NA NA
NA BF2900_OG052 Ad_3uL.dxf C-21 NA 1785.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 1785.696 1789.458 1793.220 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2118.424 2122.186 2126.993 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2196.172 2201.606 2205.995 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2275.383 2281.026 2292.312 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2400.156 2404.336 2407.680 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2407.680 2411.233 2416.040 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2426.490 2430.043 2434.432 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2434.432 2438.403 2443.001 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2443.001 2454.705 2460.139 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2486.055 2532.662 2541.440 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2614.172 2633.400 2651.583 121.800
NA BF2900_OG052 Ad_3uL.dxf C-29 NA 2666.000 NA NA
NA BF2900_OG052 Ad_3uL.dxf C-30 NA 2760.000 NA NA
NA BF2900_OG052 Ad_3uL.dxf C-31 NA 2853.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 2925.373 2929.553 2934.360 121.800
NA BF2900_OG052 Ad_3uL.dxf C-32 NA 2942.000 NA NA
NA BF2900_OG052 Ad_3uL.dxf C-34 NA 3123.000 NA NA
NA BF2900_OG052 Ad_3uL.dxf C-35 NA 3228.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 3298.020 3308.470 3313.695 121.800
NA BF2900_OG052 Ad_3uL.dxf C-36 NA 3345.000 NA NA
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 3358.839 3364.064 3370.334 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 3532.518 3551.955 3556.553 121.800
OG052 Ad BF2900_OG052 Ad_3uL.dxf NA 3572.437 3591.874 3596.472 121.800
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 58.938 78.375 84.018 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 158.422 177.859 183.711 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 257.906 277.343 283.195 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 357.390 377.036 382.679 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 456.874 476.520 482.163 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 556.567 576.004 581.856 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 656.051 675.488 681.340 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 755.535 774.972 780.824 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 855.019 874.665 880.517 119.850
NA BF2901_OG155 Ad_3uL.dxf C-16 NA 1149.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-17 NA 1269.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-18 NA 1400.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-19 NA 1529.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-20 NA 1661.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-21 NA 1785.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-24 NA 2142.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-25 NA 2254.000 NA NA
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 2278.309 2282.698 2290.640 119.850
NA BF2901_OG155 Ad_3uL.dxf C-26 NA 2363.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-27 NA 2466.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-28 NA 2566.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-29 NA 2666.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-30 NA 2760.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-31 NA 2853.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-32 NA 2942.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-33 NA 3030.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-34 NA 3123.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-35 NA 3228.000 NA NA
NA BF2901_OG155 Ad_3uL.dxf C-36 NA 3345.000 NA NA
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 3532.309 3551.746 3556.344 119.850
OG155 Ad BF2901_OG155 Ad_3uL.dxf NA 3572.019 3591.665 3596.263 119.850
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 58.938 78.375 84.018 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 158.422 177.859 183.711 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 257.906 277.343 283.195 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 357.390 376.827 382.679 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 456.874 476.520 482.163 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 556.567 576.004 581.856 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 656.051 675.488 681.340 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 755.535 774.972 780.824 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 855.019 874.665 880.517 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1202.795 1207.184 1213.245 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1213.245 1215.544 1219.515 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1219.515 1223.068 1226.412 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1226.412 1229.338 1233.518 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1236.026 1239.579 1242.923 119.550
NA BF2902_OG158 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1270.093 1273.646 1278.035 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1282.006 1285.977 1293.501 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1327.568 1331.957 1339.272 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1339.272 1341.989 1345.542 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1353.693 1357.246 1361.635 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1362.471 1367.487 1371.458 119.550
NA BF2902_OG158 Ad_3uL.dxf C-19 NA 1529.000 NA NA
NA BF2902_OG158 Ad_3uL.dxf C-20 NA 1661.000 NA NA
NA BF2902_OG158 Ad_3uL.dxf C-21 NA 1785.000 NA NA
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 1786.114 1790.294 1794.056 119.550
NA BF2902_OG158 Ad_3uL.dxf C-23 NA 2027.000 NA NA
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 2027.091 2031.689 2038.795 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 2199.098 2204.532 2209.966 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 2278.100 2282.907 2292.312 119.550
NA BF2902_OG158 Ad_3uL.dxf C-36 NA 3345.000 NA NA
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 3532.309 3551.746 3556.344 119.550
OG158 Ad BF2902_OG158 Ad_3uL.dxf NA 3572.228 3591.665 3596.263 119.550
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 58.938 78.375 84.018 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 158.422 177.859 183.502 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 257.906 277.343 283.195 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 357.390 376.827 382.679 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 456.874 476.520 482.163 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 556.567 576.004 581.856 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 656.051 675.488 681.340 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 755.535 774.972 780.824 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 855.019 874.456 880.517 120.950
NA BF2903_OG062 Ad_3uL.dxf C-16 NA 1149.000 NA NA
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1203.004 1207.184 1213.245 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1213.245 1215.753 1219.515 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1226.621 1229.338 1233.309 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1236.026 1239.579 1243.132 120.950
NA BF2903_OG062 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1269.466 1273.437 1277.826 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1281.797 1285.350 1293.083 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1326.314 1330.912 1338.436 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1338.436 1340.944 1344.915 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1345.542 1349.095 1352.439 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1352.439 1355.574 1361.635 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1362.471 1366.233 1370.413 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1407.406 1412.004 1419.737 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1419.737 1423.708 1427.888 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1454.640 1457.775 1462.373 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1462.373 1464.045 1467.180 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1467.180 1469.897 1473.868 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1474.913 1478.257 1481.183 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1481.183 1484.527 1487.871 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1492.051 1495.604 1500.411 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1535.941 1539.912 1542.838 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1542.838 1546.182 1550.989 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1581.503 1585.265 1595.715 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1595.715 1598.014 1602.194 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1603.448 1606.583 1609.509 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1609.509 1612.853 1618.705 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1618.705 1623.721 1628.319 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1662.804 1664.267 1668.865 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1702.723 1710.038 1715.681 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1715.681 1717.980 1721.115 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1721.115 1723.832 1728.221 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1728.848 1732.192 1735.327 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1735.327 1738.253 1741.806 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1741.806 1745.150 1747.449 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1747.449 1749.957 1757.272 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1758.108 1762.915 1770.021 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1794.474 1798.654 1801.789 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1801.789 1804.924 1809.104 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1809.104 1811.403 1814.538 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1824.988 1832.930 1839.409 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1839.409 1847.560 1852.994 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1852.994 1862.190 1866.997 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1866.997 1873.685 1877.656 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1877.656 1879.955 1885.598 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1918.411 1930.324 1935.549 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1948.716 1953.314 1961.674 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1961.674 1963.555 1966.899 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1966.899 1969.825 1974.632 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1974.632 1983.201 1986.336 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 1986.336 1995.323 2000.757 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2001.175 2005.146 2016.850 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2035.869 2039.422 2043.184 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2043.184 2046.528 2049.036 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2049.036 2052.171 2056.560 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2056.560 2058.023 2062.830 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2062.830 2069.727 2074.116 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2074.116 2076.624 2079.341 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2079.341 2081.222 2083.939 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2083.939 2086.656 2089.582 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2089.582 2094.598 2097.106 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2097.106 2100.032 2103.794 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2103.794 2106.929 2108.810 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2108.810 2111.527 2113.826 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2113.826 2115.916 2120.932 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2120.932 2125.530 2134.517 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2151.237 2153.954 2160.851 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2160.851 2169.420 2174.645 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2178.825 2182.169 2191.365 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2202.442 2212.056 2216.654 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2217.281 2223.551 2227.313 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2227.313 2231.075 2235.046 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2237.972 2241.316 2244.869 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2273.084 2277.473 2286.460 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2311.540 2320.945 2326.797 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2326.797 2332.231 2336.829 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2338.292 2342.054 2348.115 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2349.160 2353.131 2355.639 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2398.066 2400.574 2404.545 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2423.564 2426.908 2431.715 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2431.715 2436.104 2444.673 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2446.763 2450.525 2454.496 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2469.335 2473.515 2482.502 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2488.772 2501.730 2507.582 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2507.582 2531.617 2537.887 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2537.887 2552.517 2560.041 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2570.073 2571.745 2581.568 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2586.166 2595.780 2603.931 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2603.931 2607.902 2612.500 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2612.500 2620.442 2626.294 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2626.294 2632.564 2636.744 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2636.744 2642.805 2648.657 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2648.657 2651.792 2660.152 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2669.139 2671.438 2690.039 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2690.039 2719.508 2724.315 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2724.315 2731.421 2741.662 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2741.662 2748.350 2755.665 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2765.488 2766.742 2774.475 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2774.475 2778.655 2782.417 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2782.417 2798.301 2803.944 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2818.783 2823.590 2827.979 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2827.979 2837.175 2841.773 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2841.773 2846.371 2849.088 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2858.284 2864.136 2871.869 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2887.126 2891.097 2897.158 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2900.502 2909.071 2912.833 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2912.833 2914.714 2919.312 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2923.283 2927.463 2932.479 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2948.154 2953.797 2958.604 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 2958.604 2962.366 2967.591 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3014.198 3020.050 3025.066 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3040.532 3045.548 3050.146 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3057.252 3062.059 3072.718 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3092.155 3096.126 3106.367 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3107.203 3113.264 3118.698 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3145.659 3149.839 3154.646 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3215.674 3220.063 3223.825 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3533.145 3552.582 3557.180 120.950
OG062 Ad BF2903_OG062 Ad_3uL.dxf NA 3572.855 3592.292 3597.099 120.950
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 58.938 78.375 84.018 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 158.422 177.859 183.502 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 257.906 277.343 283.195 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 357.390 376.827 382.679 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 456.874 476.520 482.163 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 556.567 576.004 581.856 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 656.051 675.488 681.340 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 755.535 774.972 780.824 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 855.019 874.665 880.517 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1202.795 1206.975 1213.036 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1213.036 1215.335 1219.306 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1226.412 1229.129 1233.100 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1236.026 1239.370 1242.714 121.105
NA BF2905_OG047 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1269.466 1273.228 1277.617 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1281.588 1285.350 1292.874 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1324.642 1330.912 1338.436 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1338.436 1340.944 1344.706 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1345.542 1349.095 1352.439 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1352.439 1355.783 1361.217 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1362.471 1366.442 1370.622 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1408.869 1412.631 1420.573 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1420.991 1424.544 1428.724 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1455.685 1458.820 1463.418 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1566.873 1570.217 1574.188 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1589.445 1591.326 1598.641 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1613.062 1616.406 1620.377 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1739.507 1742.433 1745.568 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1751.211 1753.928 1759.780 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1826.033 1837.319 1843.171 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1843.171 1851.113 1855.920 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1862.190 1865.325 1870.341 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1870.968 1876.820 1880.791 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1880.791 1882.881 1888.733 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1921.128 1933.041 1937.430 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1951.642 1956.031 1969.407 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1982.574 1985.500 1988.844 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 1993.442 1997.622 2002.847 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2003.474 2007.236 2012.043 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2037.959 2041.303 2044.856 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2044.856 2053.843 2058.023 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2058.023 2059.904 2064.502 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2065.129 2071.608 2076.206 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2076.206 2078.505 2085.611 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2091.881 2096.061 2098.569 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2098.569 2101.704 2105.466 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2110.273 2112.990 2115.289 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2115.289 2117.379 2122.604 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2122.604 2126.993 2131.800 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2167.748 2170.674 2176.317 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2180.079 2183.423 2192.410 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2210.802 2213.101 2217.281 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2217.908 2224.387 2228.149 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2228.149 2231.911 2236.091 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2236.718 2242.361 2248.213 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2273.711 2278.518 2288.759 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2288.759 2291.685 2297.328 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2312.585 2321.781 2327.633 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2327.633 2333.067 2337.874 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2338.919 2342.890 2349.369 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2349.996 2353.967 2356.266 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2424.191 2427.535 2432.342 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2432.342 2436.940 2445.927 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2446.972 2450.943 2455.123 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2470.171 2474.142 2483.129 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2489.190 2502.148 2508.209 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2518.868 2522.212 2524.720 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2524.720 2532.244 2538.305 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2548.337 2553.144 2559.832 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2570.491 2572.163 2581.568 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2586.375 2596.198 2604.349 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2604.349 2608.320 2612.918 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2612.918 2621.069 2626.712 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2626.712 2632.982 2636.953 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2636.953 2643.014 2648.866 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2648.866 2652.001 2660.152 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2669.557 2671.647 2681.261 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2681.261 2684.605 2690.039 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2690.039 2697.145 2701.325 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2701.325 2719.508 2724.315 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2724.315 2731.839 2741.871 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2741.871 2748.768 2755.456 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2774.684 2778.655 2781.790 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2790.150 2798.301 2803.526 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2818.992 2823.381 2827.770 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2828.397 2836.966 2841.564 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2841.564 2846.371 2848.670 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2858.702 2863.927 2872.078 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2887.126 2890.888 2896.949 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2900.084 2908.862 2912.833 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2923.074 2927.463 2932.479 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2947.736 2954.006 2958.395 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 2958.395 2962.366 2967.382 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3013.571 3019.841 3024.857 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3040.532 3045.548 3049.728 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3057.461 3061.850 3073.136 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3107.203 3113.055 3118.280 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3145.241 3149.630 3154.437 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3215.256 3219.854 3223.407 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3532.936 3552.373 3556.762 121.105
OG047 Ad BF2905_OG047 Ad_3uL.dxf NA 3572.646 3592.083 3596.890 121.105
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 58.938 78.375 84.018 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 158.422 177.859 183.502 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 257.906 277.343 283.195 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 357.390 376.827 382.679 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 456.874 476.520 482.163 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 556.567 576.004 581.856 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 656.051 675.488 681.340 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 755.535 774.972 780.824 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 855.019 874.456 880.308 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1079.903 1086.382 1090.980 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1102.266 1104.983 1109.372 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1110.835 1113.970 1118.150 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1154.098 1159.114 1163.085 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1195.480 1200.705 1206.557 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1206.557 1208.856 1213.036 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1213.036 1216.171 1219.515 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1219.515 1222.441 1228.711 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1228.711 1232.473 1236.653 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1247.521 1258.598 1261.315 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1273.646 1277.408 1284.932 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1284.932 1287.858 1293.710 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1293.710 1302.488 1309.803 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1309.803 1313.147 1316.700 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1316.700 1323.597 1331.330 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1331.330 1333.629 1338.227 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1338.227 1341.780 1345.333 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1345.333 1348.468 1352.021 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1352.021 1359.336 1366.651 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1366.651 1394.239 1399.046 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1429.351 1450.669 1459.865 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1459.865 1523.401 1528.208 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1596.133 1616.406 1620.586 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1620.586 1651.518 1656.534 120.205
NA BF2906_OG042 Ad_3uL.dxf C-20 NA 1661.000 NA NA
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1669.074 1671.373 1675.135 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1689.765 1692.691 1695.408 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1695.408 1702.932 1708.993 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1708.993 1711.292 1714.636 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1714.636 1717.144 1721.533 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1721.533 1725.713 1728.848 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1728.848 1731.774 1735.536 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1788.204 1793.220 1803.879 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1803.879 1869.296 1873.894 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 1912.768 1918.411 1930.533 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2145.594 2148.729 2156.671 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2162.314 2166.076 2174.227 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2174.227 2177.571 2186.767 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2205.577 2207.876 2213.728 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2213.728 2219.162 2223.342 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2223.342 2227.731 2234.210 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2234.210 2237.345 2244.242 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2244.242 2248.004 2251.975 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2268.695 2273.293 2282.280 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2282.907 2286.878 2293.148 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2293.148 2294.611 2297.537 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2301.299 2304.016 2308.196 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2323.035 2328.678 2335.366 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2346.234 2349.996 2352.713 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2379.883 2392.423 2401.619 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2401.619 2404.545 2409.770 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2409.770 2432.969 2441.956 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2443.419 2447.390 2451.152 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2451.152 2460.766 2465.573 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2480.203 2499.013 2505.701 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2505.701 2529.109 2534.543 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2534.543 2539.559 2557.951 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2584.703 2604.976 2610.828 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2611.246 2618.561 2624.204 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2626.921 2630.265 2636.326 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2636.326 2641.342 2645.940 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2645.940 2649.075 2657.853 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2657.853 2661.197 2663.705 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2672.274 2680.425 2688.994 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2698.399 2702.161 2705.296 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2705.296 2713.656 2721.389 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2726.196 2728.913 2733.929 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2738.318 2747.514 2754.411 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2771.758 2775.729 2779.700 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2788.269 2795.793 2802.272 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2803.317 2812.722 2827.352 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2827.352 2835.085 2840.310 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2840.310 2844.490 2848.252 120.205
NA BF2906_OG042 Ad_3uL.dxf C-31 NA 2853.000 NA NA
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2875.004 2877.303 2880.647 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2885.036 2889.007 2894.232 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2899.248 2906.772 2918.267 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2920.984 2925.373 2930.180 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 2948.990 2952.125 2956.514 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3047.638 3059.342 3070.419 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3105.113 3110.547 3115.981 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3143.151 3146.913 3152.138 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3176.173 3180.353 3184.324 120.205
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OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3507.438 3513.081 3517.470 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3534.190 3553.627 3558.225 120.205
OG042 Ad BF2906_OG042 Ad_3uL.dxf NA 3573.900 3593.337 3598.144 120.205
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OG050 Ad-2 BF2907_OG050 Ad-2_3uL.dxf NA 656.051 675.488 681.340 120.600
OG050 Ad-2 BF2907_OG050 Ad-2_3uL.dxf NA 755.535 774.972 780.824 120.600
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NA BF2907_OG050 Ad-2_3uL.dxf C-16 NA 1149.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-17 NA 1269.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-18 NA 1400.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-19 NA 1529.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-20 NA 1661.000 NA NA
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NA BF2907_OG050 Ad-2_3uL.dxf C-25 NA 2254.000 NA NA
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NA BF2907_OG050 Ad-2_3uL.dxf C-26 NA 2363.000 NA NA
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NA BF2907_OG050 Ad-2_3uL.dxf C-29 NA 2666.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-30 NA 2760.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-31 NA 2853.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-32 NA 2942.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-33 NA 3030.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-34 NA 3123.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-35 NA 3228.000 NA NA
NA BF2907_OG050 Ad-2_3uL.dxf C-36 NA 3345.000 NA NA
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OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 456.874 476.520 482.163 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 556.567 576.004 581.647 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 656.051 675.488 681.340 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 755.535 774.972 780.824 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 855.019 874.665 880.308 121.700
NA BF2908_OG056 Ad_3uL.dxf C-16 NA 1149.000 NA NA
NA BF2908_OG056 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 1328.195 1332.166 1339.481 121.700
NA BF2908_OG056 Ad_3uL.dxf C-18 NA 1400.000 NA NA
NA BF2908_OG056 Ad_3uL.dxf C-19 NA 1529.000 NA NA
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 1873.267 1879.119 1883.717 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 1995.532 1999.921 2004.728 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2125.530 2129.292 2134.308 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2238.599 2244.660 2247.377 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2276.010 2280.817 2291.267 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2321.154 2324.498 2328.051 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2340.382 2345.398 2351.877 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2415.622 2418.966 2422.519 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2434.641 2439.239 2445.927 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2472.261 2476.441 2481.248 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2499.431 2504.447 2510.090 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2514.479 2523.884 2527.019 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2527.019 2534.543 2540.604 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2550.218 2555.861 2561.713 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2588.256 2610.410 2614.799 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2640.297 2644.895 2650.956 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2650.956 2654.091 2661.615 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2671.438 2673.946 2682.724 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2709.685 2716.373 2726.196 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2743.334 2750.440 2756.083 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2829.651 2838.220 2843.027 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2888.171 2892.142 2897.576 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2904.473 2910.116 2914.087 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2922.029 2928.508 2934.360 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 2959.440 2963.411 2968.218 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3016.079 3020.886 3025.693 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3050.982 3062.895 3072.300 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3108.666 3114.100 3119.116 121.700
NA BF2908_OG056 Ad_3uL.dxf C-34 NA 3123.000 NA NA
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3145.659 3150.466 3154.855 121.700
NA BF2908_OG056 Ad_3uL.dxf C-35 NA 3228.000 NA NA
NA BF2908_OG056 Ad_3uL.dxf C-36 NA 3345.000 NA NA
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3532.727 3552.164 3556.553 121.700
OG056 Ad BF2908_OG056 Ad_3uL.dxf NA 3572.437 3591.874 3596.681 121.700
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 58.938 78.375 84.018 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 158.422 177.859 183.502 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 257.906 277.343 283.195 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 357.390 376.827 382.679 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 456.874 476.520 482.163 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 556.567 576.004 581.856 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 656.051 675.488 681.340 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 755.535 774.972 780.824 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 855.019 874.665 880.308 121.500
NA BF2909_OG046 Ad_3uL.dxf C-16 NA 1149.000 NA NA
NA BF2909_OG046 Ad_3uL.dxf C-17 NA 1269.000 NA NA
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 1288.276 1291.829 1306.041 121.500
NA BF2909_OG046 Ad_3uL.dxf C-18 NA 1400.000 NA NA
NA BF2909_OG046 Ad_3uL.dxf C-19 NA 1529.000 NA NA
NA BF2909_OG046 Ad_3uL.dxf C-20 NA 1661.000 NA NA
NA BF2909_OG046 Ad_3uL.dxf C-21 NA 1785.000 NA NA
NA BF2909_OG046 Ad_3uL.dxf C-22 NA 1909.000 NA NA
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 2276.637 2281.235 2288.759 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 2426.281 2430.043 2434.432 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 2526.183 2532.453 2538.096 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 2624.413 2631.101 2635.908 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 2720.762 2727.032 2732.048 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 3532.309 3551.746 3556.135 121.500
OG046 Ad BF2909_OG046 Ad_3uL.dxf NA 3572.019 3591.456 3596.263 121.500
data_w_peaks_samples <- data_w_peaks %>% filter(type == "sample")

Reference peaks

data_w_peaks %>% 
  iso_set_default_process_parameters(
    group_id = Analysis,
    ratio = `R 13C/12C`
  ) %>% 
  iso_visualize_ref_peaks(is_ref_condition = is_ref_peak == "yes") 

data_w_peaks%>% 
  iso_visualize_ref_peaks(is_ref_condition = is_ref_peak == "yes", within_group = TRUE) 

Process data

Focus on the analytes and calculate a few summary parameters we want to use later.

data_w_analyte_peaks <- 
  data_w_peaks %>% 
  # this is important so that the reference peaks are not caught up in the next set of calculations
  filter(is_ref_peak == "no") %>% 
  # for each analysis calculate averages across analysis
  group_by(Analysis) %>% 
  mutate(
    ampl_sample_mean.mV = mean(`Ampl 44`), ampl_sample_sd.mV = sd(`Ampl 44`),
    area_sample_mean.Vs = mean(`Intensity 44`), area_sample_sd.Vs = sd(`Intensity 44`)
  )

Standards

standards <- read_excel(file.path("metadata", "GC-IRMS standards.xlsx"))
kable(standards)
compound true_d2H true_d13C
C-16 -9.1 -26.15
C-17 -117.5 -31.88
C-18 -52.0 -32.70
C-19 -56.3 -31.99
C-20 -89.7 -33.97
C-21 -177.8 -28.83
C-22 -81.3 -33.77
C-23 -67.2 -33.37
C-24 -29.7 -32.13
C-25 -265.6 -28.46
C-26 -45.9 -32.94
C-27 -172.8 -30.49
C-28 -36.8 -33.20
C-29 -177.8 -29.10
C-30 -213.6 -29.84
data_w_stds <-
  data_w_analyte_peaks %>% 
  iso_add_standards(standards)  
## Info: added 21 standard entries to 433 out of 468 rows

Calibration

data_w_calibs <- data_w_stds %>% 
  # prepare for calibration by defining the grouping column(s) and setting default parameters
  iso_prepare_for_calibration(group_by = c(Analysis)) %>% 
  iso_set_default_process_parameters(delta_residual = resid_d13C) %>% 
  # run calibration
  iso_calibrate_delta(model = lm(`d 13C/12C` ~ true_d13C)) %>% 
  # pull out some columns we want generally available
  iso_unnest_calib_data(select = c(starts_with("Id"), ampl_sample_mean.mV)) 
## Info: preparing data for calibration by grouping based on 'Analysis' and nesting the grouped datasets into 'calibration_data'
## Info: calculating delta calibration fits based on 1 model ('lm(`d 13C/12C` ~ true_d13C)') for 35 data group(s) in 'calibration_data' with filter 'is_standard'; storing residuals in 'resid_d13C.'
data_w_calibs %>% 
  iso_unnest_delta_calib_summary(keep_other_list_data = FALSE) %>% 
  kable(digits =3)
Analysis Identifier 1 Identifier 2 ampl_sample_mean.mV r.squared adj.r.squared sigma statistic p.value df logLik AIC BIC deviance df.residual
BF2828 A5 2ul 2941.484 0.999 0.999 0.074 13953.274 0.000 2 18.847 -31.693 -29.569 0.071 13
BF2829 A5 0.5ul 623.423 0.998 0.998 0.123 4539.276 0.000 2 9.201 -12.402 -10.947 0.152 10
BF2830 A5 0.2ul 192.533 0.994 0.993 0.227 1122.386 0.000 2 1.692 2.616 3.208 0.362 7
BF2831 A5 0.5ul 683.193 0.981 0.980 0.346 634.729 0.000 2 -3.926 13.853 15.770 1.436 12
BF2832 A5 1.5ul 2397.444 0.997 0.997 0.122 5062.710 0.000 2 11.321 -16.641 -14.517 0.194 13
BF2833 A5 3ul 3409.901 0.999 0.999 0.083 10814.818 0.000 2 17.082 -28.165 -26.041 0.090 13
BF2834 A5 5ul 6366.513 0.952 0.949 0.518 260.647 0.000 2 -10.343 26.685 28.809 3.487 13
BF2835 A5 8ul 9463.344 0.796 0.780 1.201 50.709 0.000 2 -22.959 51.918 54.042 18.753 13
BF2850 A5 0.2ul 469.181 0.993 0.992 0.234 1081.281 0.000 2 1.458 3.085 3.993 0.437 8
BF2851 A5 0.5ul 1859.622 0.996 0.996 0.147 3519.402 0.000 2 8.554 -11.109 -8.984 0.281 13
BF2852 A5 1.5ul 6565.095 0.976 0.974 0.367 535.619 0.000 2 -5.165 16.331 18.455 1.749 13
BF2853 A5 3ul 11581.076 0.756 0.737 1.352 40.196 0.000 2 -24.730 55.459 57.583 23.747 13
BF2854 A5 0.2ul 1460.165 0.995 0.994 0.175 2390.234 0.000 2 5.895 -5.789 -3.665 0.400 13
BF2855 A5 0.5ul 4192.515 0.990 0.990 0.234 1342.784 0.000 2 1.546 2.907 5.032 0.715 13
BF2885 A5 1.5uL 1516.386 0.860 0.849 0.951 79.814 0.000 2 -19.454 44.908 47.032 11.752 13
BF2886 A5 3uL 2501.210 0.973 0.971 0.406 465.060 0.000 2 -6.706 19.413 21.537 2.148 13
BF2887 A5 0.5uL 3982.941 0.838 0.826 1.009 67.239 0.000 2 -20.345 46.691 48.815 13.235 13
BF2892 A5 1.0uL 8098.132 0.661 0.635 1.629 25.375 0.000 2 -27.533 61.065 63.190 34.509 13
BF2893 A5 0.2uL 182.539 0.991 0.989 0.283 554.482 0.000 2 0.081 5.838 5.676 0.400 5
BF2894 A5 1.5uL 1701.830 0.975 0.973 0.369 511.846 0.000 2 -5.273 16.547 18.671 1.774 13
BF2895 A5 3uL 2726.034 0.929 0.923 0.651 169.581 0.000 2 -13.779 33.559 35.683 5.515 13
BF2896 A5 0.2uL 186.155 0.984 0.980 0.397 243.939 0.000 2 -1.750 9.501 8.876 0.630 4
BF2897 A5 0.5uL 4475.833 0.704 0.682 1.478 30.964 0.000 2 -26.071 58.142 60.266 28.397 13
BF2898 A5 5uL 4600.687 0.641 0.614 1.611 23.248 0.000 2 -27.368 60.736 62.860 33.758 13
BF2899 OG163 Ad 3uL 367.022 0.000 -0.250 0.519 0.001 0.973 2 -3.360 12.721 12.096 1.077 4
BF2900 OG052 Ad 3uL 237.424 0.027 -0.168 1.888 0.138 0.725 2 -13.203 32.407 32.245 17.822 5
BF2901 OG155 Ad 3uL 67.390 1.000 NaN NaN NaN NaN 2 Inf -Inf -Inf 0.000 0
BF2902 OG158 Ad 3uL 222.939 0.049 -0.070 0.764 0.412 0.539 2 -10.378 26.756 27.663 4.666 8
BF2903 OG062 Ad 3uL 851.892 0.136 0.057 1.553 1.731 0.215 2 -23.083 52.166 53.861 26.531 11
BF2904 A5 1.5uL 1376.877 0.977 0.975 0.360 545.328 0.000 2 -4.894 15.789 17.913 1.687 13
BF2905 OG047 Ad 3uL 541.913 0.130 0.058 1.706 1.797 0.205 2 -26.267 58.533 60.451 34.938 12
BF2906 OG042 Ad 3uL 710.460 0.074 -0.003 2.682 0.955 0.348 2 -32.599 71.197 73.114 86.325 12
BF2907 OG050 Ad-2 3uL 88.949 0.070 -0.240 4.935 0.226 0.667 2 -13.800 33.599 32.427 73.068 3
BF2908 OG056 Ad 3uL 196.791 0.024 -0.084 2.338 0.223 0.648 2 -23.848 53.696 54.890 49.206 9
BF2909 OG046 Ad 3uL 776.382 0.007 -0.158 0.692 0.043 0.842 2 -7.256 20.512 20.751 2.874 6
data_w_calibs %>% 
  # pull out seed oxidation in addition
  iso_unnest_calib_data(select = `Seed Oxidation`) %>% 
  iso_unnest_delta_calib_coefs(select = c(-statistic), keep_other_list_data = FALSE) %>% 
  # arrange by term and Analysis to get a quick idea of what the numbers across analyses
  arrange(term, Analysis) %>% 
  kable(digits = 2)
Analysis Identifier 1 Identifier 2 ampl_sample_mean.mV Seed Oxidation term estimate std.error p.value signif
BF2828 A5 2ul 2941.48 0 (Intercept) 10.95 0.27 0.00 ***
BF2829 A5 0.5ul 623.42 0 (Intercept) 10.89 0.46 0.00 ***
BF2830 A5 0.2ul 192.53 1 (Intercept) 12.38 0.98 0.00 ***
BF2831 A5 0.5ul 683.19 1 (Intercept) 10.80 1.25 0.00 ***
BF2832 A5 1.5ul 2397.44 1 (Intercept) 10.80 0.44 0.00 ***
BF2833 A5 3ul 3409.90 1 (Intercept) 10.69 0.30 0.00 ***
BF2834 A5 5ul 6366.51 1 (Intercept) 9.84 1.87 0.00 ***
BF2835 A5 8ul 9463.34 1 (Intercept) 10.04 4.33 0.04 *
BF2850 A5 0.2ul 469.18 1 (Intercept) 10.91 0.96 0.00 ***
BF2851 A5 0.5ul 1859.62 1 (Intercept) 10.73 0.53 0.00 ***
BF2852 A5 1.5ul 6565.10 1 (Intercept) 10.13 1.32 0.00 ***
BF2853 A5 3ul 11581.08 1 (Intercept) 9.75 4.87 0.07 .
BF2854 A5 0.2ul 1460.17 1 (Intercept) 10.27 0.63 0.00 ***
BF2855 A5 0.5ul 4192.52 1 (Intercept) 10.50 0.85 0.00 ***
BF2885 A5 1.5uL 1516.39 0 (Intercept) 9.42 3.43 0.02 *
BF2886 A5 3uL 2501.21 1 (Intercept) 10.72 1.47 0.00 ***
BF2887 A5 0.5uL 3982.94 1 (Intercept) 8.57 3.64 0.03 *
BF2892 A5 1.0uL 8098.13 1 (Intercept) 7.40 5.87 0.23
BF2893 A5 0.2uL 182.54 1 (Intercept) 10.73 1.32 0.00 ***
BF2894 A5 1.5uL 1701.83 1 (Intercept) 9.36 1.33 0.00 ***
BF2895 A5 3uL 2726.03 1 (Intercept) 9.54 2.35 0.00 **
BF2896 A5 0.2uL 186.16 1 (Intercept) 9.69 1.93 0.01 **
BF2897 A5 0.5uL 4475.83 1 (Intercept) 8.05 5.33 0.15
BF2898 A5 5uL 4600.69 1 (Intercept) 6.30 5.81 0.30
BF2899 OG163 Ad 3uL 367.02 1 (Intercept) -21.65 3.60 0.00 **
BF2900 OG052 Ad 3uL 237.42 1 (Intercept) -15.32 12.88 0.29
BF2901 OG155 Ad 3uL 67.39 1 (Intercept) -158.66 NaN NaN NA
BF2902 OG158 Ad 3uL 222.94 1 (Intercept) -17.05 3.18 0.00 ***
BF2903 OG062 Ad 3uL 851.89 1 (Intercept) -9.53 7.13 0.21
BF2904 A5 1.5uL 1376.88 1 (Intercept) 9.53 1.30 0.00 ***
BF2905 OG047 Ad 3uL 541.91 1 (Intercept) -27.07 6.16 0.00 ***
BF2906 OG042 Ad 3uL 710.46 1 (Intercept) -26.84 10.15 0.02 *
BF2907 OG050 Ad-2 3uL 88.95 1 (Intercept) -35.55 39.64 0.44
BF2908 OG056 Ad 3uL 196.79 1 (Intercept) -14.97 10.87 0.20
BF2909 OG046 Ad 3uL 776.38 1 (Intercept) -20.83 4.17 0.00 **
BF2828 A5 2ul 2941.48 0 true_d13C 1.01 0.01 0.00 ***
BF2829 A5 0.5ul 623.42 0 true_d13C 1.00 0.01 0.00 ***
BF2830 A5 0.2ul 192.53 1 true_d13C 1.05 0.03 0.00 ***
BF2831 A5 0.5ul 683.19 1 true_d13C 1.01 0.04 0.00 ***
BF2832 A5 1.5ul 2397.44 1 true_d13C 1.00 0.01 0.00 ***
BF2833 A5 3ul 3409.90 1 true_d13C 1.00 0.01 0.00 ***
BF2834 A5 5ul 6366.51 1 true_d13C 0.96 0.06 0.00 ***
BF2835 A5 8ul 9463.34 1 true_d13C 0.98 0.14 0.00 ***
BF2850 A5 0.2ul 469.18 1 true_d13C 1.01 0.03 0.00 ***
BF2851 A5 0.5ul 1859.62 1 true_d13C 1.00 0.02 0.00 ***
BF2852 A5 1.5ul 6565.10 1 true_d13C 0.98 0.04 0.00 ***
BF2853 A5 3ul 11581.08 1 true_d13C 0.99 0.16 0.00 ***
BF2854 A5 0.2ul 1460.17 1 true_d13C 0.99 0.02 0.00 ***
BF2855 A5 0.5ul 4192.52 1 true_d13C 0.99 0.03 0.00 ***
BF2885 A5 1.5uL 1516.39 0 true_d13C 0.98 0.11 0.00 ***
BF2886 A5 3uL 2501.21 1 true_d13C 1.01 0.05 0.00 ***
BF2887 A5 0.5uL 3982.94 1 true_d13C 0.95 0.12 0.00 ***
BF2892 A5 1.0uL 8098.13 1 true_d13C 0.94 0.19 0.00 ***
BF2893 A5 0.2uL 182.54 1 true_d13C 1.01 0.04 0.00 ***
BF2894 A5 1.5uL 1701.83 1 true_d13C 0.96 0.04 0.00 ***
BF2895 A5 3uL 2726.03 1 true_d13C 0.98 0.07 0.00 ***
BF2896 A5 0.2uL 186.16 1 true_d13C 0.99 0.06 0.00 ***
BF2897 A5 0.5uL 4475.83 1 true_d13C 0.95 0.17 0.00 ***
BF2898 A5 5uL 4600.69 1 true_d13C 0.89 0.19 0.00 ***
BF2899 OG163 Ad 3uL 367.02 1 true_d13C 0.00 0.12 0.97
BF2900 OG052 Ad 3uL 237.42 1 true_d13C 0.15 0.40 0.73
BF2901 OG155 Ad 3uL 67.39 1 true_d13C -4.18 NaN NaN NA
BF2902 OG158 Ad 3uL 222.94 1 true_d13C 0.07 0.10 0.54
BF2903 OG062 Ad 3uL 851.89 1 true_d13C 0.30 0.23 0.22
BF2904 A5 1.5uL 1376.88 1 true_d13C 0.97 0.04 0.00 ***
BF2905 OG047 Ad 3uL 541.91 1 true_d13C -0.26 0.20 0.20
BF2906 OG042 Ad 3uL 710.46 1 true_d13C -0.32 0.33 0.35
BF2907 OG050 Ad-2 3uL 88.95 1 true_d13C -0.58 1.23 0.67
BF2908 OG056 Ad 3uL 196.79 1 true_d13C 0.16 0.34 0.65
BF2909 OG046 Ad 3uL 776.38 1 true_d13C 0.03 0.13 0.84

Standards

Parameters

data_params <- data_w_calibs %>% 
  # pull out remaining columns we want available (some might already be pulled out but that's okay)
  iso_unnest_calib_data(select = c(file_datetime, ampl_sample_mean.mV, Preparation, is_standard)) 
  
# visualize the delta calibration fits
data_params %>% 
  #NEED TO FILTER OUT SAMPLES iso_filter_files(`Identifier 1` == "A5") 
  iso_visualize_delta_calib_fits(x = Analysis, color = `Identifier 2`, shape = Preparation, size = ampl_sample_mean.mV,
                                 include_from_summary = c(adj.r.squared, deviance)) + labs(title = "parameters vs. analysis")

data_params %>% 
  iso_visualize_delta_calib_fits(x = ampl_sample_mean.mV, color = `Identifier 2`, shape = Preparation, size = ampl_sample_mean.mV,
                                 include_from_summary = c(adj.r.squared, deviance)) + labs(title = "parameters vs. amplitude") 

data_params %>% 
  iso_visualize_delta_calib_fits(x = file_datetime, color = `Identifier 2`, shape = Preparation, size = ampl_sample_mean.mV,
                                 include_from_summary = c(adj.r.squared, deviance)) + labs(title = "parameters vs. time")

# turn the last plot into an interactive one
ggplotly(ggplot2::last_plot() + theme(legend.position = "none"))

Compounds

data_w_calibs %>% 
  # pull out relevant data
  iso_unnest_calib_data(select = everything()) %>% 
  filter(is_standard) %>% 
  # calculate deviation from means
  group_by(Analysis) %>% 
  mutate(
    `Var: residual d13C [permil]` = resid_d13C,
    `Var: area diff from mean [%]` = (`Intensity 44`/mean(`Intensity 44`) - 1) * 100,
    `Var: amplitude diff from mean [%]` = (`Ampl 44`/mean(`Ampl 44`) - 1) * 100
  ) %>%
  # visualize
  iso_visualize_data(x = compound, y = starts_with("Var"), group = Analysis, color = `Identifier 2`)

ggplotly(ggplot2::last_plot())

Evaluate standards

Visualize

Show All

data_w_peaks_samples %>% 
  ggplot() +
  aes(compound, y = `d 13C/12C`, color = file_id) +
  geom_point() +
  theme(axis.text.x = element_text(angle = 90))

ggplotly(ggplot2::last_plot() + theme(legend.position = "none"))

Against depth

#subtract 10 from d13C for now because of consistant offset
data_w_peaks_samples %>% 
  ggplot() +
  aes(x = Depth, y = `d 13C/12C`-10, color = file_id, size = `Ampl 44`) +
  geom_point() +
  scale_x_reverse() + 
  facet_wrap(~compound, scales = "free") + 
  coord_flip()

ggplotly(ggplot2::last_plot() + theme(legend.position = "none"))